{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "677a6485",
   "metadata": {},
   "source": [
    "我们可以将你和模型的任务分解为两个关键问题： \n",
    "优化(optimization)：用模型拟合观测数据的过程 \n",
    "泛化(generalization):使我们生成出有效性超出用于训练数据集本身的模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d348a8cd",
   "metadata": {},
   "source": [
    "### 2.4.1 导数和微分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5e238d33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h = 0.10000, numerical limit =2.30000\n",
      "h = 0.01000, numerical limit =2.03000\n",
      "h = 0.00100, numerical limit =2.00300\n",
      "h = 0.00010, numerical limit =2.00030\n",
      "h = 0.00001, numerical limit =2.00003\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from IPython import display\n",
    "import torch\n",
    "from matplotlib import pyplot as plt\n",
    "def f(x):\n",
    "    return 3 * x ** 2 - 4 * x\n",
    "def numerical_lim(f,x,h):\n",
    "    return (f(x+h) - f(x)) / h\n",
    "h = 0.1\n",
    "for i in range(5):\n",
    "    print(f'h = {h:.5f}, numerical limit ={numerical_lim(f,1,h):.5f}')\n",
    "    h *= 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6236e9aa",
   "metadata": {},
   "source": [
    "### 2.4.2 偏导数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7014ca08",
   "metadata": {},
   "source": [
    "将微分的思想推广到多元函数上，可以简单的将其他参数看成是常数，即对其中一个参数求导，即可"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f3b6755",
   "metadata": {},
   "source": [
    "### 2.4.3 梯度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fb3c211",
   "metadata": {},
   "source": [
    "一个多元函数对其所有变量求偏导数，即可得到该函数的梯度向量。下图的内容不不太明白，需要上课听老师说明。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "9cda507d",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cea05afb",
   "metadata": {},
   "source": [
    "### 2.4.4 链式法则"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f3ce8c67",
   "metadata": {},
   "source": [
    "### 2.4.5 小结"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94c6359d",
   "metadata": {},
   "source": [
    "微分和几分是微积分的两个分支，前者可以用于深度学习中的优化问题\n",
    "导数可以被解释为函数相对于其变量的瞬时变化率，它也是函数曲线的切线斜率\n",
    "梯度是一个向量，其分量是多变量函数相对于其所有变量的偏导数\n",
    "链式法则使我们能够微分复合函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64fe6065",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
